psychologist-analyst

rysweet/amplihack · updated May 21, 2026

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$npx skills add https://github.com/rysweet/amplihack --skill psychologist-analyst
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summary

Analyze events through the disciplinary lens of psychology, applying established psychological frameworks (behavioral, cognitive, psychodynamic, humanistic, biological), research methodologies, and empirical findings to understand human behavior, cognition, emotion, motivation, social influence, mental health, and individual differences in context.

skill.md

Psychologist Analyst Skill

Purpose

Analyze events through the disciplinary lens of psychology, applying established psychological frameworks (behavioral, cognitive, psychodynamic, humanistic, biological), research methodologies, and empirical findings to understand human behavior, cognition, emotion, motivation, social influence, mental health, and individual differences in context.

When to Use This Skill

  • Decision-Making Analysis: Understanding cognitive biases, heuristics, and irrational choices
  • Leadership Analysis: Examining leader traits, behaviors, effectiveness, and influence
  • Group Dynamics: Understanding conformity, obedience, groupthink, and collective behavior
  • Persuasion and Influence: Analyzing propaganda, marketing, social influence tactics
  • Trauma and Crisis Response: Understanding psychological impacts of disasters, violence, loss
  • Mental Health Events: Analyzing prevalence, stigma, treatment, and policy implications
  • Developmental Milestones: Understanding behavior in developmental context (child, adolescent, adult, aging)
  • Conflict and Aggression: Understanding violence, prejudice, discrimination, reconciliation
  • Behavioral Change: Understanding motivation, habit formation, intervention effectiveness

Core Philosophy: Psychological Thinking

Psychological analysis rests on fundamental principles:

Empiricism: Knowledge derives from systematic observation and experimentation. Claims must be tested against evidence, not intuition or authority.

Scientific Method: Hypotheses are tested through controlled experiments, correlational studies, longitudinal research, and meta-analyses. Replication and peer review ensure validity.

Multiple Levels of Analysis: Behavior results from biological (brain, genetics, neurotransmitters), psychological (cognition, emotion, personality), and social (culture, situation, relationships) factors operating simultaneously.

Individual Differences: People vary systematically in traits, abilities, and temperaments. Universal principles must account for variation.

Development: Humans change across lifespan. Behavior must be understood in developmental context—what's normal at one age may be pathological at another.

Context Matters: Situation powerfully shapes behavior, often more than personality. Understanding requires analyzing person-situation interaction.

Unconscious Processes: Much mental life is automatic, unconscious, and inaccessible to introspection. Behavior is not always explained by conscious reasoning.

Adaptation: Many psychological mechanisms evolved to solve ancestral problems. Understanding adaptive function illuminates behavior.


Theoretical Foundations (Expandable)

Foundation 1: Cognitive Psychology (Information Processing)

Core Premise: Mind is information processing system. Understanding cognition requires analyzing how information is perceived, attended to, encoded, stored, retrieved, and used.

Historical Development:

  • Cognitive Revolution (1950s-60s): Reaction against behaviorism
  • Computer metaphor: Mind as information processor
  • Key figures: George Miller, Ulric Neisser, Herbert Simon

Key Concepts:

Attention:

  • Selective attention: Focus on relevant information, filter irrelevant (cocktail party effect)
  • Divided attention: Multitasking limitations (inattentional blindness)
  • Sustained attention: Vigilance decrements over time
  • Bottleneck: Limited attentional capacity

Memory Systems:

  • Sensory memory: Brief (< 1 sec) retention of sensory information
  • Short-term/Working memory: Limited capacity (7±2 items), brief duration (~20 sec)
    • Phonological loop, visuospatial sketchpad, episodic buffer, central executive (Baddeley)
  • Long-term memory: Unlimited capacity, permanent storage
    • Declarative: Episodic (personal experiences), Semantic (facts)
    • Procedural: Skills and habits

Memory Processes:

  • Encoding: Transfer to long-term memory (elaborative rehearsal, organization, imagery)
  • Storage: Maintenance over time (consolidation, reconsolidation)
  • Retrieval: Accessing stored information (recall vs. recognition, retrieval cues)
  • Forgetting: Interference, decay, retrieval failure

Memory Fallibility:

  • Reconstructive: Memories are reconstructed, not replayed
  • Misinformation effect: Post-event information alters memory (Loftus)
  • False memories: People can remember events that didn't happen
  • Flashbulb memories: Vivid but not necessarily accurate

Decision-Making and Judgment:

Dual-Process Theory (Kahneman & Tversky):

  • System 1: Fast, automatic, intuitive, emotional, unconscious
  • System 2: Slow, deliberate, logical, conscious, effortful

Heuristics: Mental shortcuts that are efficient but error-prone

  • Availability heuristic: Judge frequency by ease of recall (overestimate dramatic events)
  • Representativeness heuristic: Judge by similarity to prototype (ignore base rates)
  • Anchoring and adjustment: Influenced by initial value
  • Affect heuristic: Feelings guide judgment

Biases:

  • Confirmation bias: Seek information confirming beliefs
  • Hindsight bias: "I knew it all along"
  • Overconfidence: Overestimate accuracy of beliefs
  • Sunk cost fallacy: Continue investing due to past costs
  • Loss aversion: Losses loom larger than equivalent gains
  • Framing effects: Presentation alters choices

Problem-Solving:

  • Algorithms: Systematic, guaranteed solution
  • Heuristics: Shortcuts, not guaranteed
  • Insight: Sudden realization (Aha! moment)
  • Obstacles: Functional fixedness, mental sets

When to Apply:

  • Understanding decision-making errors
  • Analyzing memory reliability (eyewitness testimony)
  • Designing information systems
  • Understanding attention failures (accidents)
  • Explaining judgment biases
  • Problem-solving strategies

Sources:

Foundation 2: Social Psychology (Situation and Social Influence)

Core Premise: Situation powerfully shapes behavior. Understanding requires analyzing how people think about, influence, and relate to others.

Fundamental Attribution Error: Overestimate dispositional (personality) explanations, underestimate situational causes

  • Actor-observer bias: Attribute own behavior to situation, others' to disposition

Social Cognition:

Schemas: Mental frameworks for organizing knowledge

  • Stereotypes: Schemas about social groups
  • Self-fulfilling prophecy: Expectations create reality

Attitudes:

  • Evaluations of objects, people, issues
  • Cognitive dissonance: Discomfort from inconsistent cognitions (Festinger)
  • Attitude change: Persuasion, self-perception, cognitive dissonance

Social Influence:

Conformity: Changing behavior to match group norms

  • Asch experiments: Line judgment—75% conformed at least once
  • Factors: Group size, unanimity, culture, status
  • Normative influence (fit in) vs. informational influence (be correct)

Obedience: Following orders from authority

  • Milgram experiments: 65% delivered maximum shock to learner
  • Factors: Authority legitimacy, proximity, dissenting peers
  • Ethical controversy but powerful demonstration

Compliance: Agreeing to requests

  • Foot-in-the-door: Small request then large
  • Door-in-the-face: Large request (refused) then smaller
  • Low-ball technique: Commitment then increase cost

Persuasion (Elaboration Likelihood Model):

  • Central route: Careful thinking about arguments (lasting change)
  • Peripheral route: Superficial cues (source attractiveness, number of arguments)
  • Factors: Source credibility, message framing, audience involvement

Group Dynamics:

Groupthink (Irving Janis):

  • Desire for harmony overrides realistic appraisal
  • Symptoms: Illusion of invulnerability, self-censorship, mindguards, illusion of unanimity
  • Fiascoes: Bay of Pigs, Challenger disaster
  • Prevention: Devil's advocate, outside experts, leader neutrality

Social Facilitation/Inhibition:

  • Presence of others improves simple task performance, impairs complex tasks
  • Arousal increases dominant response

Deindividuation: Reduced self-awareness in groups, decreased restraint

  • Anonymity increases deindividuation (online behavior)

Prejudice and Discrimination:

Prejudice: Negative attitude toward group Discrimination: Negative behavior toward group members Stereotypes: Beliefs about group characteristics

Sources:

  • Social categorization (us vs. them)
  • In-group bias and out-group homogeneity
  • Realistic conflict (competition for resources)
  • Social identity theory (Tajfel): Self-esteem from group membership

Reducing Prejudice:

  • Contact hypothesis: Equal-status contact reduces prejudice
  • Superordinate goals: Common objectives
  • Perspective-taking and empathy

Prosocial Behavior:

Altruism: Helping without expectation of reward Bystander effect: Presence of others reduces helping

  • Diffusion of responsibility: "Someone else will help"
  • Pluralistic ignorance: Everyone looks to others for cues
  • Kitty Genovese case (though details disputed)

Aggression:

Biological factors: Testosterone, amygdala, prefrontal cortex Learning: Modeling, reinforcement Frustration-aggression hypothesis: Frustration increases aggression Social learning theory (Bandura): Bobo doll experiments

When to Apply:

  • Understanding conformity and obedience
  • Analyzing group decision-making failures
  • Explaining persuasion and propaganda
  • Understanding prejudice and discrimination
  • Analyzing helping behavior and bystander effects
  • Leadership and influence
  • Social media behavior

Sources:

Foundation 3: Developmental Psychology (Lifespan Changes)

Core Premise: Humans change systematically across lifespan. Understanding requires considering age, stage, and developmental context.

Major Theories:

Piaget's Cognitive Development:

  1. Sensorimotor (0-2 years): Object permanence, sensory exploration
  2. Preoperational (2-7 years): Symbolic thought, egocentrism, lack of conservation
  3. Concrete operational (7-11 years): Logical thinking about concrete objects, conservation
  4. Formal operational (11+ years): Abstract reasoning, hypothetical thinking

Critiques: Underestimated children's abilities, stage boundaries fuzzy

Erikson's Psychosocial Development: Eight stages, each with crisis

  1. Trust vs. Mistrust (infancy)
  2. Autonomy vs. Shame (toddler)
  3. Initiative vs. Guilt (preschool)
  4. Industry vs. Inferiority (school age)
  5. Identity vs. Role Confusion (adolescence)
  6. Intimacy vs. Isolation (young adult)
  7. Generativity vs. Stagnation (middle age)
  8. Integrity vs. Despair (old age)

Kohlberg's Moral Development:

  1. Preconventional: Obedience to avoid punishment, self-interest
  2. Conventional: Conform to social norms, law and order
  3. Postconventional: Universal ethical principles

Critique: Gender bias (Carol Gilligan's care ethics vs. justice ethics)

Key Developmental Processes:

Attachment (Bowlby, Ainsworth):

  • Infant-caregiver bond affects later relationships
  • Secure, anxious-ambivalent, avoidant, disorganized styles
  • Strange Situation procedure
  • Internal working models guide relationships

Parenting Styles (Baumrind):

  • Authoritative: High warmth, high control (best outcomes)
  • Authoritarian: Low warmth, high control
  • Permissive: High warmth, low control
  • Uninvolved: Low warmth, low control

Adolescence:

  • Identity formation (Erikson)
  • Brain development: Prefrontal cortex lags limbic system (risk-taking)
  • Peer influence increases
  • Abstract reasoning develops

Adulthood and Aging:

  • Fluid intelligence (speed, working memory) declines
  • Crystallized intelligence (knowledge, vocabulary) stable or increases
  • Selective optimization with compensation
  • Cognitive reserve protects against decline
  • Socioemotional selectivity: Prioritize meaningful relationships

Nature vs. Nurture:

  • Gene-environment interaction: Genes influence sensitivity to environment
  • Epigenetics: Environment alters gene expression
  • Critical/Sensitive periods: Optimal timing for development (language, attachment)
  • Heritability: Variation attributable to genes (not fixed trait)

When to Apply:

  • Understanding behavior in developmental context
  • Analyzing childhood trauma effects
  • Understanding adolescent risk-taking
  • Parenting and education policy
  • Aging and cognitive decline
  • Identity formation in adolescence
  • Moral reasoning

Sources:

Foundation 4: Clinical Psychology (Mental Health and Psychopathology)

Core Premise: Mental disorders are patterns of thoughts, feelings, and behaviors causing distress or impairment. Understanding requires biological, psychological, and social factors (biopsychosocial model).

Diagnostic Framework: DSM-5 (Diagnostic and Statistical Manual)

  • Categorical diagnosis: Present or absent
  • Dimensional aspects: Severity continua
  • Critiques: Medicalization, cultural bias, lack of biological markers

Major Disorder Categories:

Anxiety Disorders:

  • Generalized Anxiety Disorder (GAD): Persistent, excessive worry
  • Panic Disorder: Recurrent panic attacks
  • Phobias: Intense, irrational fear of specific objects/situations
  • Social Anxiety: Fear of social situations and evaluation
  • Prevalence: ~18% annually in U.S.

Mood Disorders:

  • Major Depressive Disorder: Persistent sadness, anhedonia, cognitive/physical symptoms
  • Bipolar Disorder: Alternating depressive and manic episodes
  • Prevalence: Depression ~7% annually, Bipolar ~2-3% lifetime

Obsessive-Compulsive and Related:

  • OCD: Intrusive obsessions, repetitive compulsions to reduce anxiety
  • Body Dysmorphic Disorder: Preoccupation with perceived physical flaws

Trauma and Stressor-Related:

  • PTSD: Re-experiencing, avoidance, negative cognitions/mood, hyperarousal after trauma
  • Prevalence: 6-7% lifetime
  • Vicarious trauma: Indirect exposure effects

Schizophrenia Spectrum:

  • Schizophrenia: Hallucinations, delusions, disorganized thought/behavior, negative symptoms
  • Neurodevelopmental disorder
  • Prevalence: ~1%

Personality Disorders: Enduring patterns across situations

  • Cluster A: Odd/eccentric (paranoid, schizoid, schizotypal)
  • Cluster B: Dramatic/emotional/erratic (antisocial, borderline, histrionic, narcissistic)
  • Cluster C: Anxious/fearful (avoidant, dependent, obsessive-compulsive)

Etiology (Causes):

Biopsychosocial Model:

  • Biological: Genetics, neurotransmitters, brain structure, hormones
  • Psychological: Cognition, learning, coping, trauma
  • Social: Stress, culture, relationships, socioeconomic status

Diathesis-Stress Model: Vulnerability + stress → disorder

  • Genetic predisposition + environmental trigger

Treatment Approaches:

Psychotherapy:

  • Cognitive-Behavioral Therapy (CBT): Change maladaptive thoughts and behaviors
    • Most empirically supported
    • Effective for depression, anxiety, PTSD, OCD
  • Psychodynamic: Unconscious conflicts, childhood origins
  • Humanistic: Self-actualization, unconditional positive regard (Rogers)
  • Dialectical Behavior Therapy (DBT): Emotion regulation, mindfulness (borderline personality)
  • Exposure therapy: Face feared stimuli (anxiety, PTSD)

Pharmacotherapy:

  • Antidepressants: SSRIs (Prozac, Zoloft), SNRIs
  • Antianxiety: Benzodiazepines (short-term), SSRIs (long-term)
  • Antipsychotics: Schizophrenia, bipolar
  • Mood stabilizers: Lithium, anticonvulsants (bipolar)

Stigma:

  • Prejudice and discrimination against mental illness
  • Reduces help-seeking
  • Self-stigma: Internalized negative beliefs
  • Structural stigma: Institutional discrimination

When to Apply:

  • Understanding mental health events
  • Analyzing trauma responses
  • Evaluating mental health policy
  • Understanding stigma and discrimination
  • Analyzing crisis intervention
  • Leadership and personality disorders
  • Assessing psychological impacts of events

Sources:

Foundation 5: Neuroscience and Biological Psychology

Core Premise: Brain and nervous system are biological bases of behavior and cognition. Understanding requires analyzing neural mechanisms.

Brain Structure and Function:

Major Brain Regions:

  • Brainstem: Basic functions (breathing, heart rate)
  • Cerebellum: Motor coordination, balance
  • Limbic System: Emotion, memory, motivation
    • Amygdala: Fear, emotion processing
    • Hippocampus: Memory formation
    • Hypothalamus: Homeostasis, drives (hunger, thirst, sex)
  • Cerebral Cortex: Higher functions
    • Frontal lobe: Executive functions, planning, motor control, speech (Broca's area)
    • Parietal lobe: Sensory integration, spatial processing
    • Temporal lobe: Auditory processing, language comprehension (Wernicke's area), memory
    • Occipital lobe: Visual processing

Hemispheric Specialization:

  • Left hemisphere: Language, logical, analytical (most people)
  • Right hemisphere: Spatial, holistic, emotional
  • Split-brain research (Sperry): Hemispheres can function independently

Neurotransmitters: Chemical messengers

  • Dopamine: Reward, motivation, movement (Parkinson's, addiction)
  • Serotonin: Mood, appetite, sleep (depression, anxiety)
  • Norepinephrine: Arousal, alertness (depression, ADHD)
  • GABA: Inhibition, anxiety reduction (anxiety when deficient)
  • Glutamate: Excitation, learning, memory
  • Acetylcholine: Memory, muscle contraction (Alzheimer's)
  • Endorphins: Pain relief, pleasure

Neuroplasticity: Brain changes with experience

  • Synaptic plasticity: Strength of connections changes
  • Structural plasticity: New neurons, connections
  • Critical periods: Heightened plasticity
how to use psychologist-analyst

How to use psychologist-analyst on Cursor

AI-first code editor with Composer

1

Prerequisites

Before installing skills in Cursor, ensure your development environment meets these requirements:

  • Cursor installed and configured on your development machine
  • Node.js version 16.0+ with npm package manager (verify with node --version)
  • Active project directory or workspace where you want to add psychologist-analyst
2

Execute installation command

Execute the skills CLI command in your project's root directory to begin installation:

$npx skills add https://github.com/rysweet/amplihack --skill psychologist-analyst

The skills CLI fetches psychologist-analyst from GitHub repository rysweet/amplihack and configures it for Cursor.

3

Select Cursor when prompted

The CLI will show a list of available agents. Use arrow keys to navigate and space to select Cursor:

◆ Which agents do you want to install to?
│ ── Universal (.agents/skills) ── always included ────
│ • Amp
│ • Antigravity
│ • Cline
│ • Codex
│ ●Cursor(selected)
│ • Cursor
│ • Windsurf
4

Verify installation

Confirm successful installation by checking the skill directory location:

.cursor/skills/psychologist-analyst

Reload or restart Cursor to activate psychologist-analyst. Access the skill through slash commands (e.g., /psychologist-analyst) or your agent's skill management interface.

Security & Verification Notice

We perform automated surface-level scans (Gen AI Scanner, Socket, Snyk) during installation. These checks detect common vulnerabilities but do not guarantee complete security. Always review skill source code and verify the publisher's reputation before production use.

Skills execute code in your development environment. Always verify the publisher's identity, review recent commits, and test in isolated environments before production deployment.

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Use Cases

User Story & Requirements Generation

Create detailed user stories, acceptance criteria, and feature specs

Example

Generate user stories for 'password reset feature' with acceptance criteria, edge cases, and test scenarios

Reduce spec writing time by 50%, ensure comprehensive coverage

Competitive Analysis

Research competitors, compare features, identify gaps

Example

Analyze 5 competitor products, create feature comparison matrix, suggest differentiation opportunities

Complete competitive research in 2 hours instead of 2 days

Roadmap Prioritization

Evaluate features using frameworks (RICE, ICE, Kano) and create prioritized backlogs

Example

Score 20 feature ideas using RICE framework, generate prioritized roadmap with rationale

Make data-driven prioritization decisions faster

Stakeholder Communication

Draft PRDs, status updates, and stakeholder presentations

Example

Create executive summary of Q3 roadmap, monthly progress report, feature launch announcement

Save 3-5 hours/week on communication overhead

Implementation Guide

Prerequisites

  • Claude Desktop or compatible AI client
  • Access to product documentation and roadmap tools (Jira, Notion, etc.)
  • Understanding of product management frameworks (RICE, Jobs-to-be-Done, etc.)
  • Stakeholder contact information and communication channels

Time Estimate

30-60 minutes to see productivity improvements

Installation Steps

  1. 1.Install product management skill
  2. 2.Start with user story generation for known feature
  3. 3.Progress to competitive analysis: research 2-3 competitors
  4. 4.Use for roadmap prioritization: apply RICE/ICE scoring
  5. 5.Draft stakeholder communications and refine based on feedback
  6. 6.Build template library for recurring PM tasks
  7. 7.Share effective prompts with product team

Common Pitfalls

  • Not validating competitive research—verify facts before sharing
  • Accepting user stories without involving engineering team
  • Over-relying on frameworks without qualitative judgment
  • Not customizing outputs to company culture and communication style
  • Skipping stakeholder validation of generated requirements

Best Practices

✓ Do

  • +Validate research and competitive analysis with real data
  • +Collaborate with engineering when generating technical requirements
  • +Customize frameworks and templates to your company context
  • +Use skill for first drafts, refine with stakeholder input
  • +Document successful prompt patterns for PM tasks
  • +Combine AI efficiency with human judgment and intuition

✗ Don't

  • Don't publish competitive analysis without fact-checking
  • Don't finalize user stories without engineering review
  • Don't make prioritization decisions solely on AI scoring
  • Don't skip customer validation of generated requirements
  • Don't ignore company-specific context and culture

💡 Pro Tips

  • Provide context: company goals, constraints, customer feedback
  • Ask for alternatives: 'Show 3 ways to prioritize this roadmap'
  • Request stakeholder-specific formatting: 'Executive summary vs. engineering spec'
  • Use skill for 70% generation + 30% customization to company needs

When to Use This

✓ Use When

Use for user story writing, competitive research, roadmap prioritization, stakeholder communication, and PRD drafting. Best for reducing repetitive documentation and research work.

✗ Avoid When

Avoid for strategic product vision (requires deep customer empathy), pricing decisions (needs market and financial expertise), or when face-to-face customer discovery is more valuable than speed.

Learning Path

  1. 1Basic: user stories, feature specs, status updates
  2. 2Intermediate: competitive analysis, prioritization frameworks, PRDs
  3. 3Advanced: product strategy, go-to-market planning, OKR setting
  4. 4Expert: product vision, market positioning, business model innovation

Discussion

Product Hunt–style comments (not star reviews)
  • No comments yet — start the thread.
general reviews

Ratings

4.672 reviews
  • Hassan Singh· Dec 24, 2024

    I recommend psychologist-analyst for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.

  • Dhruvi Jain· Dec 20, 2024

    Registry listing for psychologist-analyst matched our evaluation — installs cleanly and behaves as described in the markdown.

  • Sophia Martinez· Dec 20, 2024

    psychologist-analyst reduced setup friction for our internal harness; good balance of opinion and flexibility.

  • Aisha Bansal· Dec 20, 2024

    Useful defaults in psychologist-analyst — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.

  • Valentina Diallo· Dec 20, 2024

    psychologist-analyst fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.

  • Arya Ghosh· Dec 4, 2024

    psychologist-analyst has been reliable in day-to-day use. Documentation quality is above average for community skills.

  • Arjun Zhang· Nov 27, 2024

    Solid pick for teams standardizing on skills: psychologist-analyst is focused, and the summary matches what you get after install.

  • Valentina Thompson· Nov 23, 2024

    Useful defaults in psychologist-analyst — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.

  • Sophia Patel· Nov 15, 2024

    psychologist-analyst fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.

  • Oshnikdeep· Nov 11, 2024

    psychologist-analyst reduced setup friction for our internal harness; good balance of opinion and flexibility.

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